{"id":"W3138726122","doi":"10.14740/jocmr4447","title":"Perioperative Antibiotic Prophylaxis: An Educative Intervention Significantly Increases Compliance","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Surgical site infection prevention","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Perioperative; Intervention (counseling); Antibiotic prophylaxis; Audit; Inguinal hernia; Cholecystectomy; Compliance (psychology); Antibiotics; Nursing; General surgery; Surgery; Hernia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01224332,0.0001498967,0.001003422,0.0003556796,0.0001423725,0.00003995955,0.0001872375,0.000185592,0.004325669],"category_scores_gemma":[0.03256293,0.00009985081,0.0003910799,0.001006635,0.0008024589,0.0003080397,0.00008035915,0.002161409,0.00006982223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000156912,"about_ca_system_score_gemma":0.001055927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009610016,"about_ca_topic_score_gemma":0.00002180401,"domain_scores_codex":[0.9918626,0.003920576,0.002008223,0.0003604261,0.001520181,0.0003279969],"domain_scores_gemma":[0.9894799,0.002979936,0.0006024144,0.0003608827,0.005788737,0.0007881147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005200692,0.01490057,0.3307925,0.0007379996,0.0007964966,0.003045247,0.0009261061,0.000006704193,0.02195073,0.0009205833,0.002590504,0.6181319],"study_design_scores_gemma":[0.01114045,0.0340914,0.915392,0.00782124,0.0002473327,0.002724106,0.009150004,0.0002296675,0.008886454,0.001148951,0.008955143,0.0002132727],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871564,0.001424248,0.0005249166,0.00516483,0.0008487999,0.0003576684,0.000002009053,0.00001555546,0.004505583],"genre_scores_gemma":[0.9935958,0.000815318,0.0007904474,0.000259025,0.002766682,0.000004184503,0.00001469244,0.00002052777,0.001733354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6179186,"threshold_uncertainty_score":0.9965845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4305203490530616,"score_gpt":0.6172705216944335,"score_spread":0.1867501726413719,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}